{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# S&Co Combine Recommendations\n",
        "\n",
        "This notebook combines the outputs from our previous recommendation notebooks and compares the outputs. It also contains the code to generate figure 14 from our paper"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Load Libraries & Data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "C-CwiOSQwVjZ",
        "outputId": "43047251-38b8-418d-8639-0ccca0c7001a"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "pd.options.mode.chained_assignment = None\n",
        "from IPython.display import display, Markdown, HTML\n",
        "import altair as alt\n",
        "alt.data_transformers.disable_max_rows()\n",
        "from textwrap import wrap\n",
        "from great_tables import GT, style, loc, md\n",
        "# Local application/library specific imports\n",
        "import sys\n",
        "sys.path.append(\"..\")\n",
        "from utils.missing_data_processing import *  # For handling missing data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iAIUouLsORIc",
        "outputId": "f029495a-124f-4751-d437-42c13cd58323"
      },
      "outputs": [],
      "source": [
        "# Load the initial data into four DataFrames: events_df, members_df, books_df, and borrow_overrides_df.\n",
        "events_df, members_df, books_df, borrow_overrides_df  = load_initial_data()\n",
        "\n",
        "# Process the events data to clean it and prepare it for analysis.\n",
        "events_df = preprocess_events_data(events_df)\n",
        "\n",
        "# Extract the item ID from the URI in the books DataFrame.\n",
        "# The item ID is the second to last part of the URI.\n",
        "books_df[\"item_id\"] = books_df.uri.apply(\n",
        "    lambda x: x.split(\"/\")[-2] if pd.notna(x) else None\n",
        ")\n",
        "\n",
        "# Generate short IDs for the members in the members DataFrame.\n",
        "# The ID is the second to last part of the URI.\n",
        "members_df[\"id\"] = members_df.uri.apply(\n",
        "    lambda x: x.split(\"/\")[-2]\n",
        ")\n",
        "\n",
        "events_df['start_datetime'] = pd.to_datetime(events_df.start_date, format='%Y-%m-%d', errors='coerce')\n",
        "events_df['end_datetime'] = pd.to_datetime(events_df.end_date, format='%Y-%m-%d', errors='coerce')\n",
        "\n",
        "# get all member-book interactions from events\n",
        "# shorten URIs for readability in output\n",
        "borrow_events = events_df[events_df.item_uri.notna()].copy()\n",
        "\n",
        "# restrict to borrow events only\n",
        "borrow_events = borrow_events[borrow_events.event_type == 'Borrow'].copy()\n",
        "# borrow_df = borrow_events[(borrow_events.start_date.isna() == False) & (borrow_events.end_date.isna() == False)]\n",
        "borrow_events = borrow_events[borrow_events.start_datetime < '1942-01-01']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "hi-qIp__z_h0"
      },
      "outputs": [],
      "source": [
        "partial_borrowers = pd.read_csv(\"https://raw.githubusercontent.com/ZoeLeBlanc/unknown_borrowers/main/dataset_generator/data/partial_borrowers_collapsed.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "JEISncDG0ATd"
      },
      "outputs": [],
      "source": [
        "partial_members = ['raphael-france', 'hemingway-ernest',\n",
        "                       'colens-fernand', 'kittredge-eleanor-hayden']\n",
        "partial_df = partial_borrowers[partial_borrowers.member_id.isin(partial_members)]\n",
        "partial_df['subscription_starttime'] = pd.to_datetime(partial_df['subscription_start'], errors='coerce')\n",
        "partial_df['subscription_endtime'] = pd.to_datetime(\n",
        "    partial_df['subscription_end'], errors='coerce')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "ytG8sYRwwkH3"
      },
      "outputs": [],
      "source": [
        "lenskit_results = pd.read_csv('./data/collapsed_lenskit_model100_scores.csv')\n",
        "lenskit_results['result_type'] = 'lenskit'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "EGZ4suqNw8fC"
      },
      "outputs": [],
      "source": [
        "bipartite_results = pd.read_csv('./data/collapsed_bipartite_predictions.csv')\n",
        "bipartite_results['result_type'] = 'bipartite'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "EtVfzjAVxDF7"
      },
      "outputs": [],
      "source": [
        "hinsage_results = pd.read_csv('./data/hinsage_link_predictions_100runs.csv')\n",
        "hinsage_results['result_type'] = 'hinsage'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "xou1IQOZbe0t"
      },
      "outputs": [],
      "source": [
        "memory_cf_results = pd.read_csv('./data/collaborative_filtering_predictions.csv')\n",
        "memory_cf_results['result_type'] = 'memory_cf'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "VVoCw3Rpffz_"
      },
      "outputs": [],
      "source": [
        "memory_cf_results = memory_cf_results.rename(columns={'item_uri':'item_id', })"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "_k72BMGQf79D"
      },
      "outputs": [],
      "source": [
        "memory_cf_results['member_period'] = memory_cf_results.member_id + ': ' + memory_cf_results.period"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "cFqq-LlczVxe"
      },
      "outputs": [],
      "source": [
        "cols = ['member_id', 'subscription_start', 'subscription_end', 'item_id',\n",
        "        'mode_score', 'mode_zscore', 'top_score', 'top_zscore',\n",
        "        'avg_score', 'member_period', 'result_type', 'std_score', 'median_score']\n",
        "concat_results = pd.concat([hinsage_results[cols], lenskit_results[cols], bipartite_results[cols], memory_cf_results[cols]])\n",
        "concat_results['coef_variation'] = abs((concat_results.std_score / concat_results.median_score ) )"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "N1TO0mcBOWYE"
      },
      "outputs": [],
      "source": [
        "title_lookup = {row.item_id: row.title for row in books_df.itertuples()}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "YPg3uMM8S4AP"
      },
      "outputs": [],
      "source": [
        "popular_current = pd.read_csv('./data/popular_current.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "mnEc0iNoS_Lo"
      },
      "outputs": [],
      "source": [
        "popular_all = pd.read_csv('./data/popular_alltime.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "YsEHz5MXAY1U"
      },
      "outputs": [],
      "source": [
        "def sample_scores(df: pd.DataFrame, get_top: bool, numb_of_books: int, metrics: List[str]) -> pd.DataFrame:\n",
        "    \"\"\"\n",
        "    This function samples scores from a DataFrame for a given number of books and periods.\n",
        "    \n",
        "    Parameters:\n",
        "    df (pd.DataFrame): The DataFrame containing the scores.\n",
        "    get_top (bool): If True, the function will return the top scores. If False, it will return random scores.\n",
        "    numb_of_books (int): The number of books to sample scores for.\n",
        "    metrics (List[str]): The metrics to sort by when getting the top scores.\n",
        "    \n",
        "    Returns:\n",
        "    pd.DataFrame: A DataFrame containing the sampled scores.\n",
        "    \"\"\"\n",
        "    \n",
        "    # Get the unique periods from the DataFrame.\n",
        "    periods = df.member_period.unique().tolist()\n",
        "    \n",
        "    # Initialize an empty list to store the DataFrames for each period.\n",
        "    visualize_df = []\n",
        "    \n",
        "    # For each period...\n",
        "    for period in periods:\n",
        "        # Initialize an empty list to store the books for this period.\n",
        "        final_books = []\n",
        "        \n",
        "        # Get the rows from the DataFrame for this period.\n",
        "        rows = df[df.member_period == period]\n",
        "        \n",
        "        # Get the unique result types from the rows.\n",
        "        results = rows.result_type.unique().tolist()\n",
        "        \n",
        "        # For each result type...\n",
        "        for result in results:\n",
        "            # Get the rows for this result type.\n",
        "            final_rows = rows[rows.result_type == result]\n",
        "            \n",
        "            # If get_top is True, sort the rows by the specified metrics and get the top books.\n",
        "            # Otherwise, get a random sample of books.\n",
        "            if get_top:\n",
        "                final_rows = final_rows.sort_values(by=metrics, ascending=[False, True])\n",
        "                books = final_rows[0:numb_of_books].item_id.unique().tolist()\n",
        "            else:\n",
        "                books = rows.item_id.sample(n=numb_of_books).reset_index()\n",
        "                books = books.item_id.unique().tolist()\n",
        "            \n",
        "            # If the number of books is less than the specified number, add more books until the number is reached.\n",
        "            increment = numb_of_books\n",
        "            while len(books) < numb_of_books:\n",
        "                increment = increment + 1\n",
        "                books = final_rows[0:increment].item_id.unique().tolist()\n",
        "            \n",
        "            # Add the books to the list of books for this period.\n",
        "            final_books.extend(books)\n",
        "        \n",
        "        # Add the rows for the books in the list to the list of DataFrames.\n",
        "        visualize_df.append(rows[rows.item_id.isin(set(final_books))])\n",
        "    \n",
        "    # Concatenate the DataFrames in the list into a single DataFrame.\n",
        "    final_df = pd.concat(visualize_df)\n",
        "    \n",
        "    return final_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "uesCW1DgCVgD"
      },
      "outputs": [],
      "source": [
        "comparisons = [['median_score', 'std_score'], ['mode_score', 'mode_zscore'], ['top_score', 'top_zscore']]\n",
        "get_top = True\n",
        "df = concat_results.copy()\n",
        "numb_of_books = 10\n",
        "final_rows = []\n",
        "charts = []\n",
        "for metrics in comparisons:\n",
        "  rows = sample_scores(df, get_top, numb_of_books, metrics)\n",
        "  rows['comparison_metric'] = metrics[0]\n",
        "  chart = alt.Chart(rows).mark_circle().encode(\n",
        "    x=metrics[0],\n",
        "    y=metrics[1],\n",
        "    color='member_period:N',\n",
        "    tooltip=['result_type', 'member_id', 'item_id', 'coef_variation'],\n",
        "    row='result_type'\n",
        "  )\n",
        "  final_rows.append(rows)\n",
        "  charts.append(chart)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "stNVX7svDSK8",
        "outputId": "7e343b38-e820-44b1-f26d-fac00b0ec630"
      },
      "outputs": [
        {
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\"std_score\": 0.1037356020075903, \"median_score\": 0.5091570639529882, \"coef_variation\": 0.20373988568912102, \"comparison_metric\": \"top_score\"}, {\"member_id\": \"raphael-france\", \"subscription_start\": \"1920-04-30\", \"subscription_end\": \"1921-11-17\", \"item_id\": \"richardson-honeycomb-pilgrimage-3\", \"mode_score\": 0.3227231990092719, \"mode_zscore\": -1.4151898082422534, \"top_score\": 0.5384615384615384, \"top_zscore\": 0.7861034113384191, \"avg_score\": 0.4614192602718938, \"member_period\": \"raphael-france: 1920-04-30/1921-11-17\", \"result_type\": \"bipartite\", \"std_score\": 0.0980052714164825, \"median_score\": 0.4922461518083826, \"coef_variation\": 0.19909809565079783, \"comparison_metric\": \"top_score\"}, {\"member_id\": \"raphael-france\", \"subscription_start\": \"1920-04-30\", \"subscription_end\": \"1921-11-17\", \"item_id\": \"richardson-pointed-roofs\", \"mode_score\": 0.5378190647039741, \"mode_zscore\": -1.4832018059047174, \"top_score\": 0.8974358974358974, \"top_zscore\": 0.701664523071944, \"avg_score\": 0.7819458237041678, \"member_period\": \"raphael-france: 1920-04-30/1921-11-17\", \"result_type\": \"bipartite\", \"std_score\": 0.1645944321455853, \"median_score\": 0.8462641663383998, \"coef_variation\": 0.19449533454518045, \"comparison_metric\": \"top_score\"}, {\"member_id\": \"raphael-france\", \"subscription_start\": \"1920-04-30\", \"subscription_end\": \"1921-11-17\", \"item_id\": \"stein-three-lives\", \"mode_score\": 0.261267237382214, \"mode_zscore\": -1.471043675479241, \"top_score\": 0.4358974358974358, \"top_zscore\": 0.6592731756620896, \"avg_score\": 0.3818542988495594, \"member_period\": \"raphael-france: 1920-04-30/1921-11-17\", \"result_type\": \"bipartite\", \"std_score\": 0.0819738145626847, \"median_score\": 0.415126261059294, \"coef_variation\": 0.19746718589546441, \"comparison_metric\": \"top_score\"}, {\"member_id\": \"raphael-france\", \"subscription_start\": \"1920-04-30\", \"subscription_end\": \"1921-11-17\", \"item_id\": \"woolf-night-day\", \"mode_score\": 0.2003714212387363, \"mode_zscore\": -1.4906926689055773, \"top_score\": 0.3333333333333333, \"top_zscore\": 0.6470852041481161, \"avg_score\": 0.2930870162972437, \"member_period\": \"raphael-france: 1920-04-30/1921-11-17\", \"result_type\": \"bipartite\", \"std_score\": 0.0621963178544216, \"median_score\": 0.3193216553084526, \"coef_variation\": 0.19477638556753166, \"comparison_metric\": \"top_score\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
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            "text/plain": [
              "alt.HConcatChart(...)"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "alt.hconcat(*charts)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "Ox3oHXadegHk"
      },
      "outputs": [],
      "source": [
        "def get_formatted_titles(sorted_values: pd.DataFrame, numb_of_preds: int) -> List[str]:\n",
        "    \"\"\"\n",
        "    This function formats the titles of the top predicted books.\n",
        "    \n",
        "    Parameters:\n",
        "    sorted_values (pd.DataFrame): The DataFrame containing the sorted book predictions.\n",
        "    numb_of_preds (int): The number of top predictions to format.\n",
        "    \n",
        "    Returns:\n",
        "    List[str]: A list of formatted titles.\n",
        "    \"\"\"\n",
        "    \n",
        "    # Initialize an empty list to store the formatted titles.\n",
        "    titles = []\n",
        "    \n",
        "    # For each of the top predicted books...\n",
        "    for i in sorted_values[0:numb_of_preds].item_id.tolist():\n",
        "        # Get the row from the books DataFrame for this book.\n",
        "        item = books_df[books_df.item_id == i]\n",
        "        \n",
        "        # If the author is not null, format the author's name.\n",
        "        # Otherwise, set the author to '(Periodical)'.\n",
        "        if item.author.isna().any() == False:\n",
        "            author = ' '.join(item.author.str.split(',').values[0][::-1])\n",
        "        else: \n",
        "            author = '(Periodical)'\n",
        "        \n",
        "        # Get the title of the book.\n",
        "        title = item.title.values[0]\n",
        "        \n",
        "        # Format the title and author and add them to the list of formatted titles.\n",
        "        titles.append(f\"*{title}*,<br>{author}\")\n",
        "    \n",
        "    return titles"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "N7kXeT8Myofw"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "cf                                      formatted_title  borrow_count  \\\n",
            "0  *Thomas Hardy: A Critical Study*,<br> Lascelle...             2   \n",
            "1                    *Since Cézanne*,<br> Clive Bell             4   \n",
            "2                     *The Clash*,<br> Storm Jameson             3   \n",
            "3           *Samuel Butler*,<br> Henry Festing Jones             3   \n",
            "4  *The Daniel Jazz and Other Poems*,<br> Vachel ...             2   \n",
            "5  *George Gissing: A Critical Study*,<br> Frank ...             5   \n",
            "6  *Washington and the Hope of Peace*,<br> H. G. ...             2   \n",
            "7      *The Life of Walter Pater*,<br> Thomas Wright             4   \n",
            "8             *Shakespeare*,<br> William Shakespeare             7   \n",
            "9  *Instigations of Ezra Pound: Together with an ...             8   \n",
            "\n",
            "   event_count  \n",
            "0            2  \n",
            "1            4  \n",
            "2            3  \n",
            "3            4  \n",
            "4            2  \n",
            "5            5  \n",
            "6            2  \n",
            "7            4  \n",
            "8            7  \n",
            "9            8  \n",
            "lk                                      formatted_title  borrow_count  \\\n",
            "0             *Enjoyment of Poetry*,<br> Max Eastman             4   \n",
            "1  *The Moon of the Caribbees, and Six Other Play...             5   \n",
            "2  *Mountain Blood: A Novel*,<br> Joseph Hergeshe...             2   \n",
            "3  *The Shadow Line: A Confession*,<br> Joseph Co...            10   \n",
            "4           *Beyond the Horizon*,<br> Eugene O'Neill             8   \n",
            "5             *Joanna Godden*,<br> Sheila Kaye-Smith             4   \n",
            "6                    *Henry James*,<br> Rebecca West             4   \n",
            "7                           *Rahab*,<br> Waldo Frank            11   \n",
            "8  *The Story of an African Farm*,<br> Olive Schr...             5   \n",
            "9  *The Adventures of Huckleberry Finn*,<br> Mark...             7   \n",
            "\n",
            "   event_count  \n",
            "0            4  \n",
            "1            5  \n",
            "2            2  \n",
            "3           10  \n",
            "4            8  \n",
            "5            4  \n",
            "6            4  \n",
            "7           11  \n",
            "8            5  \n",
            "9            9  \n",
            "cf                                      formatted_title  borrow_count  \\\n",
            "0  *Works of Francis Thompson*,<br> Francis Thompson             8   \n",
            "1          *The Theory of Beauty*,<br> E. F. Carritt             3   \n",
            "2                        *Avowals*,<br> George Moore             5   \n",
            "3                    *One of Ours*,<br> Willa Cather             5   \n",
            "4  *Thomas Hardy: A Critical Study*,<br> Lascelle...             2   \n",
            "5                      *Lady Susan*,<br> Jane Austen             2   \n",
            "6                    *Since Cézanne*,<br> Clive Bell             4   \n",
            "7  *Lord Byron's Correspondence*,<br> George Gord...             4   \n",
            "8      *All Things Considered*,<br> G. K. Chesterton             2   \n",
            "9       *The Threshold of Quiet*,<br> Daniel Corkery             5   \n",
            "\n",
            "   event_count  \n",
            "0            8  \n",
            "1            3  \n",
            "2            5  \n",
            "3            5  \n",
            "4            2  \n",
            "5            2  \n",
            "6            4  \n",
            "7            4  \n",
            "8            2  \n",
            "9            5  \n",
            "lk                                      formatted_title  borrow_count  \\\n",
            "0  *The Sentry and Other Stories*,<br> Nikola Sem...             3   \n",
            "1             *English Diaries*,<br> Arthur Ponsonby             4   \n",
            "2  *The Collected Essays and Papers of George Sai...             3   \n",
            "3             *Enjoyment of Poetry*,<br> Max Eastman             4   \n",
            "4            *The House of Souls*,<br> Arthur Machen             6   \n",
            "5                *The Hairy Ape*,<br> Eugene O'Neill            14   \n",
            "6  *The Moon of the Caribbees, and Six Other Play...             5   \n",
            "7                         *Lummox*,<br> Fannie Hurst             4   \n",
            "8        *The Amazing Marriage*,<br> George Meredith             4   \n",
            "9                *God's Orchid*,<br> Hjalmar Bergman             1   \n",
            "\n",
            "   event_count  \n",
            "0            3  \n",
            "1            4  \n",
            "2            3  \n",
            "3            4  \n",
            "4            6  \n",
            "5           14  \n",
            "6            5  \n",
            "7            4  \n",
            "8            4  \n",
            "9            1  \n"
          ]
        }
      ],
      "source": [
        "# Define the result types to consider\n",
        "result_types = ['lenskit', 'memory_cf']\n",
        "\n",
        "# Filter the concatenated results for a specific member and result types\n",
        "subset_results = concat_results[(concat_results.member_id == 'hemingway-ernest') & (concat_results.result_type.isin(result_types))]\n",
        "\n",
        "# Get the number of results\n",
        "n = len(subset_results)\n",
        "\n",
        "# Get formatted titles for the results\n",
        "formatted_titles = get_formatted_titles(subset_results, n)\n",
        "\n",
        "# Add the formatted titles to the results DataFrame\n",
        "subset_results['formatted_title'] = formatted_titles\n",
        "\n",
        "# Get the unique periods from the results\n",
        "periods = subset_results.member_period.unique().tolist()\n",
        "\n",
        "# Define the number of top results to consider\n",
        "numb = 10\n",
        "\n",
        "# Define whether to include periodicals\n",
        "periodical_flag = False\n",
        "\n",
        "# For each period...\n",
        "for period in periods:\n",
        "    # Filter the results for this period and result type, and sort by median score and coefficient of variation\n",
        "    cf_rows = subset_results[(subset_results.member_period == period) & (subset_results.result_type == 'memory_cf') & (subset_results.formatted_title.str.contains('Periodical') == periodical_flag)].sort_values(by=['median_score', 'coef_variation'], ascending=[False, True])\n",
        "    \n",
        "    # Filter the results for this period and result type, and sort by coefficient of variation and median score\n",
        "    lk_rows = subset_results[(subset_results.member_period == period) & (subset_results.result_type == 'lenskit') & (subset_results.formatted_title.str.contains('Periodical') == periodical_flag)].sort_values(by=['coef_variation', 'median_score'], ascending=[True, False])\n",
        "    \n",
        "    # Merge the top CF results with the books DataFrame to get borrow count and event count\n",
        "    merged_cf = pd.merge(cf_rows.head(numb)[['median_score', 'item_id', 'coef_variation', 'formatted_title', 'member_period']], books_df[['item_id', 'borrow_count', 'event_count' ]], on='item_id', how='left')\n",
        "    \n",
        "    # Print the CF results\n",
        "    print('cf', merged_cf[['formatted_title', 'borrow_count', 'event_count']])\n",
        "    \n",
        "    # Merge the top LensKit results with the books DataFrame to get borrow count and event count\n",
        "    merged_lk = pd.merge(lk_rows.head(numb)[['median_score', 'item_id', 'coef_variation', 'formatted_title', 'member_period']], books_df[['item_id', 'borrow_count', 'event_count' ]], on='item_id', how='left')\n",
        "    \n",
        "    # Print the LensKit results\n",
        "    print('lk', merged_lk[['formatted_title', 'borrow_count', 'event_count']])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "ypXIx1QQgVwY"
      },
      "outputs": [],
      "source": [
        "# Get the unique book IDs from the books DataFrame\n",
        "book_ids = books_df.item_id.unique().tolist()\n",
        "\n",
        "# Filter the popular_all DataFrame for a specific member and reset the index\n",
        "subset_popular_all = popular_all[popular_all.member_id == 'hemingway-ernest'].reset_index()\n",
        "\n",
        "# Further filter the DataFrame to only include books that are in the books DataFrame\n",
        "subset_popular_all = subset_popular_all[subset_popular_all.item_id.isin(book_ids)]\n",
        "\n",
        "# Get the number of rows in the DataFrame\n",
        "n = len(subset_popular_all)\n",
        "\n",
        "# Get formatted titles for the books in the DataFrame\n",
        "formatted_titles = get_formatted_titles(subset_popular_all, n)\n",
        "\n",
        "# Add the formatted titles to the DataFrame\n",
        "subset_popular_all['formatted_title'] = formatted_titles\n",
        "\n",
        "# Filter the popular_current DataFrame for a specific member\n",
        "subset_popular_current = popular_current[popular_current.member_id == 'hemingway-ernest']\n",
        "\n",
        "# Further filter the DataFrame to only include books that are in the books DataFrame\n",
        "subset_popular_current = subset_popular_current[subset_popular_current.item_id.isin(book_ids)]\n",
        "\n",
        "# Get the number of rows in the DataFrame\n",
        "n = len(subset_popular_current)\n",
        "\n",
        "# Get formatted titles for the books in the DataFrame\n",
        "formatted_titles = get_formatted_titles(subset_popular_current, n)\n",
        "\n",
        "# Add the formatted titles to the DataFrame\n",
        "subset_popular_current['formatted_title'] = formatted_titles"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "naPwvtFGzbo3",
        "outputId": "3793588c-fc9e-4896-b71d-bb8df5de1a77"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<h3>hemingway-ernest</h3>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<p>132 known borrows</p>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<p>subscription: 1921-12-28 – 1922-11-08</p>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>lenskit_predicted_item</th>\n",
              "      <th>lenskit_coef_variation</th>\n",
              "      <th>lenskit_median_score</th>\n",
              "      <th>memory_cf_predicted_item</th>\n",
              "      <th>memory_cf_coef_variation</th>\n",
              "      <th>memory_cf_median_score</th>\n",
              "      <th>popular (all time)</th>\n",
              "      <th>popular scores (all time)</th>\n",
              "      <th>popular (current)</th>\n",
              "      <th>popular scores (current)</th>\n",
              "      <th>member_period</th>\n",
              "      <th>member_id</th>\n",
              "      <th>period</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>*Enjoyment of Poetry*,&lt;br&gt; Max Eastman</td>\n",
              "      <td>0.296177</td>\n",
              "      <td>0.390322</td>\n",
              "      <td>*Thomas Hardy: A Critical Study*,&lt;br&gt; Lascelles Abercrombie</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*A Portrait of the Artist as a Young Man*,&lt;br&gt; James Joyce</td>\n",
              "      <td>50.0</td>\n",
              "      <td>*Dubliners*,&lt;br&gt; James Joyce</td>\n",
              "      <td>13</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Moon of the Caribbees, and Six Other Plays of the Sea*,&lt;br&gt; Eugene O'Neill</td>\n",
              "      <td>0.316464</td>\n",
              "      <td>0.308374</td>\n",
              "      <td>*Since Cézanne*,&lt;br&gt; Clive Bell</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Dubliners*,&lt;br&gt; James Joyce</td>\n",
              "      <td>45.0</td>\n",
              "      <td>*A Portrait of the Artist as a Young Man*,&lt;br&gt; James Joyce</td>\n",
              "      <td>10</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*Mountain Blood: A Novel*,&lt;br&gt; Joseph Hergesheimer</td>\n",
              "      <td>0.350455</td>\n",
              "      <td>0.182915</td>\n",
              "      <td>*The Clash*,&lt;br&gt; Storm Jameson</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Pointed Roofs (Pilgrimage 1)*,&lt;br&gt; Dorothy M. Richardson</td>\n",
              "      <td>40.0</td>\n",
              "      <td>*Erewhon*,&lt;br&gt; Samuel Butler</td>\n",
              "      <td>8</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Shadow Line: A Confession*,&lt;br&gt; Joseph Conrad</td>\n",
              "      <td>0.369546</td>\n",
              "      <td>0.527434</td>\n",
              "      <td>*Samuel Butler*,&lt;br&gt; Henry Festing Jones</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*The Garden Party and Other Stories*,&lt;br&gt; Katherine Mansfield</td>\n",
              "      <td>33.0</td>\n",
              "      <td>*Exiles*,&lt;br&gt; James Joyce</td>\n",
              "      <td>8</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*Beyond the Horizon*,&lt;br&gt; Eugene O'Neill</td>\n",
              "      <td>0.373329</td>\n",
              "      <td>0.529142</td>\n",
              "      <td>*The Daniel Jazz and Other Poems*,&lt;br&gt; Vachel Lindsay</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Bliss and Other Stories*,&lt;br&gt; Katherine Mansfield</td>\n",
              "      <td>31.0</td>\n",
              "      <td>*Heartbreak House: A Fantasia in the Russian Manner on English Themes*,&lt;br&gt; George Bernard Shaw</td>\n",
              "      <td>7</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*Joanna Godden*,&lt;br&gt; Sheila Kaye-Smith</td>\n",
              "      <td>0.391094</td>\n",
              "      <td>0.353218</td>\n",
              "      <td>*George Gissing: A Critical Study*,&lt;br&gt; Frank Swinnerton</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Exiles*,&lt;br&gt; James Joyce</td>\n",
              "      <td>30.0</td>\n",
              "      <td>*Plays: Pleasant and Unpleasant*,&lt;br&gt; George Bernard Shaw</td>\n",
              "      <td>7</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*Henry James*,&lt;br&gt; Rebecca West</td>\n",
              "      <td>0.403754</td>\n",
              "      <td>0.311480</td>\n",
              "      <td>*Washington and the Hope of Peace*,&lt;br&gt; H. G. Wells</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Women in Love*,&lt;br&gt; D. H. Lawrence</td>\n",
              "      <td>29.0</td>\n",
              "      <td>*Typhoon*,&lt;br&gt; Joseph Conrad</td>\n",
              "      <td>6</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*Rahab*,&lt;br&gt; Waldo Frank</td>\n",
              "      <td>0.422392</td>\n",
              "      <td>0.298885</td>\n",
              "      <td>*The Life of Walter Pater*,&lt;br&gt; Thomas Wright</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*South Wind*,&lt;br&gt; Norman Douglas</td>\n",
              "      <td>27.0</td>\n",
              "      <td>*The Way of All Flesh*,&lt;br&gt; Samuel Butler</td>\n",
              "      <td>6</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Story of an African Farm*,&lt;br&gt; Olive Schreiner</td>\n",
              "      <td>0.429111</td>\n",
              "      <td>0.376603</td>\n",
              "      <td>*Shakespeare*,&lt;br&gt; William Shakespeare</td>\n",
              "      <td>0.710462</td>\n",
              "      <td>0.285305</td>\n",
              "      <td>*Ulysses*,&lt;br&gt; James Joyce</td>\n",
              "      <td>26.0</td>\n",
              "      <td>*Cashel Byron's Profession*,&lt;br&gt; George Bernard Shaw</td>\n",
              "      <td>6</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Adventures of Huckleberry Finn*,&lt;br&gt; Mark Twain</td>\n",
              "      <td>0.437368</td>\n",
              "      <td>0.428899</td>\n",
              "      <td>*Instigations of Ezra Pound: Together with an Essay on the Chinese Written Character, by Ernest Fenollosa*,&lt;br&gt; Ernest  Ezra;Fenollosa Pound</td>\n",
              "      <td>0.815632</td>\n",
              "      <td>0.238664</td>\n",
              "      <td>*Honeycomb (Pilgrimage 3)*,&lt;br&gt; Dorothy M. Richardson</td>\n",
              "      <td>25.0</td>\n",
              "      <td>*Under Western Eyes*,&lt;br&gt; Joseph Conrad</td>\n",
              "      <td>6</td>\n",
              "      <td>hemingway-ernest: 1921-12-28/1922-11-08</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1921-12-28/1922-11-08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
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        {
          "data": {
            "text/html": [
              "<h3>hemingway-ernest</h3>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<p>132 known borrows</p>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<p>subscription: 1924-03-28 – 1925-03-28</p>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
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        {
          "data": {
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>lenskit_predicted_item</th>\n",
              "      <th>lenskit_coef_variation</th>\n",
              "      <th>lenskit_median_score</th>\n",
              "      <th>memory_cf_predicted_item</th>\n",
              "      <th>memory_cf_coef_variation</th>\n",
              "      <th>memory_cf_median_score</th>\n",
              "      <th>popular (all time)</th>\n",
              "      <th>popular scores (all time)</th>\n",
              "      <th>popular (current)</th>\n",
              "      <th>popular scores (current)</th>\n",
              "      <th>member_period</th>\n",
              "      <th>member_id</th>\n",
              "      <th>period</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>*The Sentry and Other Stories*,&lt;br&gt; Nikola Semyonovich Leskov</td>\n",
              "      <td>0.151999</td>\n",
              "      <td>0.387138</td>\n",
              "      <td>*Works of Francis Thompson*,&lt;br&gt; Francis Thompson</td>\n",
              "      <td>0.813545</td>\n",
              "      <td>0.569721</td>\n",
              "      <td>*A Portrait of the Artist as a Young Man*,&lt;br&gt; James Joyce</td>\n",
              "      <td>50.0</td>\n",
              "      <td>*Dubliners*,&lt;br&gt; James Joyce</td>\n",
              "      <td>24</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*English Diaries*,&lt;br&gt; Arthur Ponsonby</td>\n",
              "      <td>0.201775</td>\n",
              "      <td>0.443691</td>\n",
              "      <td>*The Theory of Beauty*,&lt;br&gt; E. F. Carritt</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.428151</td>\n",
              "      <td>*Dubliners*,&lt;br&gt; James Joyce</td>\n",
              "      <td>45.0</td>\n",
              "      <td>*A Portrait of the Artist as a Young Man*,&lt;br&gt; James Joyce</td>\n",
              "      <td>20</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Collected Essays and Papers of George Saintsbury, 1875 – 1920*,&lt;br&gt; George Saintsbury</td>\n",
              "      <td>0.274802</td>\n",
              "      <td>0.231165</td>\n",
              "      <td>*Avowals*,&lt;br&gt; George Moore</td>\n",
              "      <td>0.546655</td>\n",
              "      <td>0.354217</td>\n",
              "      <td>*Pointed Roofs (Pilgrimage 1)*,&lt;br&gt; Dorothy M. Richardson</td>\n",
              "      <td>40.0</td>\n",
              "      <td>*The Garden Party and Other Stories*,&lt;br&gt; Katherine Mansfield</td>\n",
              "      <td>14</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*Enjoyment of Poetry*,&lt;br&gt; Max Eastman</td>\n",
              "      <td>0.296177</td>\n",
              "      <td>0.390322</td>\n",
              "      <td>*One of Ours*,&lt;br&gt; Willa Cather</td>\n",
              "      <td>0.559369</td>\n",
              "      <td>0.285647</td>\n",
              "      <td>*A Passage to India*,&lt;br&gt; E. M. Forster</td>\n",
              "      <td>34.0</td>\n",
              "      <td>*Under Western Eyes*,&lt;br&gt; Joseph Conrad</td>\n",
              "      <td>11</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The House of Souls*,&lt;br&gt; Arthur Machen</td>\n",
              "      <td>0.309951</td>\n",
              "      <td>0.368593</td>\n",
              "      <td>*Thomas Hardy: A Critical Study*,&lt;br&gt; Lascelles Abercrombie</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*The Garden Party and Other Stories*,&lt;br&gt; Katherine Mansfield</td>\n",
              "      <td>33.0</td>\n",
              "      <td>*Main Street: The Story of Carol Kennicott*,&lt;br&gt; Sinclair Lewis</td>\n",
              "      <td>11</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Hairy Ape*,&lt;br&gt; Eugene O'Neill</td>\n",
              "      <td>0.311481</td>\n",
              "      <td>0.599975</td>\n",
              "      <td>*Lady Susan*,&lt;br&gt; Jane Austen</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Bliss and Other Stories*,&lt;br&gt; Katherine Mansfield</td>\n",
              "      <td>31.0</td>\n",
              "      <td>*Lord Jim*,&lt;br&gt; Joseph Conrad</td>\n",
              "      <td>11</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Moon of the Caribbees, and Six Other Plays of the Sea*,&lt;br&gt; Eugene O'Neill</td>\n",
              "      <td>0.316464</td>\n",
              "      <td>0.308374</td>\n",
              "      <td>*Since Cézanne*,&lt;br&gt; Clive Bell</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Exiles*,&lt;br&gt; James Joyce</td>\n",
              "      <td>30.0</td>\n",
              "      <td>*Babbitt*,&lt;br&gt; Sinclair Lewis</td>\n",
              "      <td>10</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*Lummox*,&lt;br&gt; Fannie Hurst</td>\n",
              "      <td>0.324407</td>\n",
              "      <td>0.215282</td>\n",
              "      <td>*Lord Byron's Correspondence*,&lt;br&gt; George Gordon Byron Byron</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Women in Love*,&lt;br&gt; D. H. Lawrence</td>\n",
              "      <td>29.0</td>\n",
              "      <td>*Erewhon*,&lt;br&gt; Samuel Butler</td>\n",
              "      <td>10</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*The Amazing Marriage*,&lt;br&gt; George Meredith</td>\n",
              "      <td>0.329141</td>\n",
              "      <td>0.423971</td>\n",
              "      <td>*All Things Considered*,&lt;br&gt; G. K. Chesterton</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*South Wind*,&lt;br&gt; Norman Douglas</td>\n",
              "      <td>27.0</td>\n",
              "      <td>*Night and Day*,&lt;br&gt; Virginia Woolf</td>\n",
              "      <td>10</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>*God's Orchid*,&lt;br&gt; Hjalmar Bergman</td>\n",
              "      <td>0.333261</td>\n",
              "      <td>0.047389</td>\n",
              "      <td>*The Threshold of Quiet*,&lt;br&gt; Daniel Corkery</td>\n",
              "      <td>0.689353</td>\n",
              "      <td>0.285434</td>\n",
              "      <td>*Ulysses*,&lt;br&gt; James Joyce</td>\n",
              "      <td>26.0</td>\n",
              "      <td>*The Way of All Flesh*,&lt;br&gt; Samuel Butler</td>\n",
              "      <td>10</td>\n",
              "      <td>hemingway-ernest: 1924-03-28/1925-03-28</td>\n",
              "      <td>hemingway-ernest</td>\n",
              "      <td>1924-03-28/1925-03-28</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Define the result types to consider\n",
        "result_types = ['lenskit', 'memory_cf']\n",
        "\n",
        "# Define the number of predictions to consider\n",
        "numb_of_preds = 10\n",
        "\n",
        "# Define the number of popular predictions to consider\n",
        "popular_preds = 20\n",
        "\n",
        "# Initialize an empty list to store the top rows\n",
        "top_rows = []\n",
        "\n",
        "# For each row in the partial DataFrame for a specific member...\n",
        "for index, row in partial_df[partial_df.member_id == 'hemingway-ernest'].iterrows():\n",
        "    # Display the member ID and the number of known borrows\n",
        "    display(HTML(\"<h3>%s</h3>\" % row.member_id))\n",
        "    display(HTML(\"<p>%d known borrows</p>\" % row.known_borrows))\n",
        "    \n",
        "    # Display the subscription period\n",
        "    display(HTML(\"<p>subscription: %s – %s</p>\" % (row.subscription_starttime.strftime(\"%Y-%m-%d\"), row.subscription_endtime.strftime(\"%Y-%m-%d\"))))\n",
        "    \n",
        "    # Initialize an empty dictionary to store the result data\n",
        "    result_data = {}\n",
        "    \n",
        "    # Initialize an empty dictionary to store the popular data\n",
        "    popular_data = {}\n",
        "    \n",
        "    # Get the popular all time predictions for this member and subscription period, excluding periodicals\n",
        "    popular_all_rows = subset_popular_all[(subset_popular_all.member_id == row.member_id) &   (subset_popular_all.subscription_start == row.subscription_start) &   (subset_popular_all.subscription_end == row.subscription_end) &   (subset_popular_all.formatted_title.str.contains('Periodical') == False)].sort_values(by='score', ascending=False)\n",
        "    \n",
        "    # Add the popular all time predictions and scores to the popular data\n",
        "    popular_data['popular (all time)'] = get_formatted_titles(popular_all_rows, numb_of_preds)\n",
        "    popular_data['popular scores (all time)'] = popular_all_rows.head(numb_of_preds).score.tolist()\n",
        "    \n",
        "    # Get the popular current predictions for this member and subscription period, excluding periodicals\n",
        "    popular_current_rows = subset_popular_current[(subset_popular_current.member_id == row.member_id) & (subset_popular_current.subscription_start == row.subscription_start) & (subset_popular_current.subscription_end == row.subscription_end) & (subset_popular_current.formatted_title.str.contains('Periodical') == False)].sort_values(by='score', ascending=False)\n",
        "    \n",
        "    # Add the popular current predictions and scores to the popular data\n",
        "    popular_data['popular (current)'] = get_formatted_titles(popular_current_rows, numb_of_preds)\n",
        "    popular_data['popular scores (current)'] = popular_current_rows.head(numb_of_preds).score.tolist()\n",
        "    \n",
        "    # For each result type...\n",
        "    for result in result_types:\n",
        "        # Get the rows for this member, subscription period, and result type\n",
        "        selected_rows = subset_results[(subset_results.member_id == row.member_id) & (subset_results.subscription_start == row.subscription_start) & (subset_results.subscription_end == row.subscription_end) & (subset_results.result_type == result)]\n",
        "        \n",
        "        # Sort the rows by median score and coefficient of variation for 'bipartite' and 'memory_cf', or by coefficient of variation and median score for other result types\n",
        "        if ((result == 'bipartite' ) or (result == 'memory_cf')):\n",
        "            sorted_values = selected_rows.sort_values(by=['median_score', 'coef_variation'], ascending=[False, True])\n",
        "        else:\n",
        "            sorted_values = selected_rows.sort_values(by=['coef_variation', 'median_score'], ascending=[True, False])\n",
        "        \n",
        "        # Exclude periodicals from the sorted values\n",
        "        selected_values = sorted_values[sorted_values.formatted_title.str.contains('Periodical') == False]\n",
        "        \n",
        "        # Add the predicted items, coefficient of variation, and median score to the result data\n",
        "        result_data[result + '_predicted_item'] = selected_values.head(numb_of_preds).formatted_title.tolist()\n",
        "        result_data[result + '_coef_variation'] = selected_values.head(numb_of_preds)['coef_variation'].tolist()\n",
        "        result_data[result + '_median_score'] = selected_values.head(numb_of_preds)['median_score'].tolist()\n",
        "    \n",
        "    # Combine the result data and popular data into a single dictionary\n",
        "    table_data = {**result_data, **popular_data}\n",
        "    \n",
        "    # Convert the dictionary to a DataFrame\n",
        "    table = pd.DataFrame(data=table_data)\n",
        "    \n",
        "    # Add the member period, member ID, and period to the DataFrame\n",
        "    table['member_period'] = row.member_id + ': ' + row.subscription_start + '/' + row.subscription_end\n",
        "    table['member_id'] = row.member_id\n",
        "    table['period'] = row.subscription_start + '/' + row.subscription_end\n",
        "    \n",
        "    # Add the DataFrame to the list of top rows\n",
        "    top_rows.append(table)\n",
        "    \n",
        "    # Display the DataFrame\n",
        "    display(HTML(table.to_html(index=False)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "bps79ltxx26m"
      },
      "outputs": [],
      "source": [
        "final_df = pd.concat(top_rows)\n",
        "final_df = final_df[['member_period','period','lenskit_predicted_item', 'lenskit_median_score','lenskit_coef_variation', 'memory_cf_predicted_item', 'memory_cf_median_score','memory_cf_coef_variation','popular (current)', 'popular scores (current)', 'popular (all time)', 'popular scores (all time)', 'member_id']]\n",
        "final_df.loc[final_df.memory_cf_predicted_item.str.contains('Ezra'), 'memory_cf_predicted_item'] = \"*Instigations of Ezra Pound: Together with an Essay on the Chinese Written Character*,<br>Ezra Pound and Ernest Fenollosa\"\n",
        "final_df.to_csv('./data/final_top_results.csv', index=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "9WzN-rBJA2lj"
      },
      "outputs": [],
      "source": [
        "top_results_lenskit = pd.read_csv('./data/top_scores_lenskit_model100.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "4OgP3mGW6zR2"
      },
      "outputs": [],
      "source": [
        "top_scores_memorycf = pd.read_csv('./data/memorycf_top_results.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "flkj42wL68eu"
      },
      "outputs": [],
      "source": [
        "subset_lenskit = top_results_lenskit[['member_id', 'subscription_start', 'subscription_end', 'item_id','score','formatted_title', 'period', 'model_run']]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "t23JCKeq74ug"
      },
      "outputs": [],
      "source": [
        "subset_lenskit = subset_lenskit[subset_lenskit.member_id == 'hemingway-ernest']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "-Gnr7PZG7By9"
      },
      "outputs": [],
      "source": [
        "subset_mcf = top_scores_memorycf[['item_uri', 'formatted_chart_title', 'member_id', 'period', 'subscription_start', 'subscription_end', 'metric', 'score']]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B91_ehYeP1RC",
        "outputId": "ae83cb95-50d6-4488-a89c-ae20bde625c9"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "period\n",
              " 1921-12-28/1922-11-08    34\n",
              " 1924-03-28/1925-03-28    29\n",
              "Name: item_id, dtype: int64"
            ]
          },
          "execution_count": 29,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "subset_lenskit.groupby('period')['item_id'].nunique()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YLytNfMEP62D",
        "outputId": "e606eda0-a559-487b-b28c-9c796873ee32"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "period\n",
              "1921-12-28/1922-11-08    30\n",
              "1924-03-28/1925-03-28    47\n",
              "Name: item_uri, dtype: int64"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "subset_mcf.groupby('period')['item_uri'].nunique()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "J4-sQUmSfSlb"
      },
      "outputs": [],
      "source": [
        "subset_lenskit['period'] = subset_lenskit.period.str.split(' ').str[1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "RT82h23ST8-I"
      },
      "outputs": [],
      "source": [
        "subset_mcf.loc[subset_mcf.formatted_chart_title.str.contains('Instigations of Ezra Pound'), 'formatted_chart_title'] = 'Instigations of Ezra Pound: Together with an Essay on the Chinese Written Character by Ezra Pound and Ernest Fenollosa'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "L8qwwIfqH1NM"
      },
      "outputs": [],
      "source": [
        "subset_mcf['formatted_wrapped_title'] = subset_mcf.formatted_chart_title.apply(wrap, args=[50])\n",
        "subset_lenskit['formatted_wrapped_title'] = subset_lenskit.formatted_title.apply(wrap, args=[50])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "2WQrt80yUpwU"
      },
      "outputs": [],
      "source": [
        "subset_mcf.loc[subset_mcf.metric == 'cosine', 'metric'] = 'Cosine Distance'\n",
        "subset_mcf.loc[subset_mcf.metric == 'pearson', 'metric'] = 'Pearson Correlation Coefficient'\n",
        "subset_mcf.loc[subset_mcf.metric == 'euclidean', 'metric'] = 'Euclidean Distance'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Figure - Distributions of Prediction Scores for the Top Thirty-Three Books for Ernest Hemingway."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "id": "PUwhqYnbHMRD"
      },
      "outputs": [
        {
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\"Fielding\"]}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ],
            "text/plain": [
              "alt.HConcatChart(...)"
            ]
          },
          "execution_count": 35,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Create a scatter plot of the top predictions by collaborative filtering memory-based methods\n",
        "chart = alt.Chart(subset_mcf).mark_point(opacity=0.8, filled=True, thickness=3).encode(\n",
        "    # The y-axis is the formatted chart title, sorted by the x-axis values\n",
        "    y=alt.Y('formatted_chart_title', sort='-x', axis=alt.Axis(title='', labelFontSize=9)),\n",
        "    # The x-axis is the score\n",
        "    x='score',\n",
        "    # The color represents the subscription period\n",
        "    color=alt.Color('period:N', legend=alt.Legend(title=[\"Subscription Period\"])),\n",
        "    # The shape represents the method for collaborative filtering\n",
        "    shape=alt.Shape('metric:N', legend=alt.Legend(title='Method for Collaborative Filtering')),\n",
        ").properties(\n",
        "    # Set the width and height of the plot\n",
        "    width=300,\n",
        "    height=1800,\n",
        "    # Set the title of the plot\n",
        "    title='Top Predictions by Collaborative Filtering Memory-Based Methods'\n",
        ")\n",
        "\n",
        "# Get the full name of the member\n",
        "full_name = members_df[members_df.id == 'hemingway-ernest'].name.values[0]\n",
        "\n",
        "# Create a tick plot of the top predictions by the implicit matrix factorization model\n",
        "tickplot = alt.Chart(subset_lenskit).mark_tick(opacity=0.7).encode(\n",
        "  # The y-axis is the formatted title, sorted by the x-axis values\n",
        "  y=alt.Y('formatted_title', sort='-x', axis=alt.Axis(title=\"\", orient='right', labelFontSize=9)),\n",
        "  # The x-axis is the score\n",
        "  x='score',\n",
        "  # The color represents the subscription period\n",
        "  color=alt.Color('period:N', legend=alt.Legend(title=[\"Subscription Period\"], orient='left')),\n",
        ").properties(\n",
        "    # Set the title of the plot\n",
        "    title=f'Top Predictions by Implicit Matrix Factorization Model',\n",
        "    # Set the width and height of the plot\n",
        "    width=300,\n",
        "    height=1800\n",
        ")\n",
        "\n",
        "# Concatenate the tick plot and scatter plot horizontally and configure the y-axis\n",
        "alt.hconcat(tickplot, chart).configure_axisY(\n",
        "    titleAngle=0,\n",
        "    titleAlign=\"left\",\n",
        "    titleY=-10,\n",
        "    titleX=100,\n",
        "    labelLimit=1000\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Figure - Top Book Recommendations for Ernest Hemingway."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 101,
      "metadata": {},
      "outputs": [],
      "source": [
        "filtered_df = final_df.copy()\n",
        "filtered_df['blank_rowname'] = ['&nbsp;' * 14 for _ in range(len(filtered_df))]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 102,
      "metadata": {},
      "outputs": [],
      "source": [
        "def process_subscription_period(rows):\n",
        "    member_period = rows.member_period.unique()[0]\n",
        "    start_period = member_period.split(': ')[1].split('/')[0]\n",
        "    end_period = member_period.split(': ')[1].split('/')[1]\n",
        "    # turn into dates\n",
        "    start_period = pd.to_datetime(start_period)\n",
        "    end_period = pd.to_datetime(end_period)\n",
        "    # Turn into Subscription Period from start and end dates, using Month Day, Year format\n",
        "    subscription_period = f\"Subscription Period from {start_period.strftime('%B %d %Y')} to {end_period.strftime('%B %d %Y')}\"\n",
        "    rows['subscription_formatted'] = subscription_period\n",
        "    return rows\n",
        "    \n",
        "filtered_df = filtered_df.groupby(['member_period']).apply(process_subscription_period)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 103,
      "metadata": {},
      "outputs": [],
      "source": [
        "ignore_columns = ['member_period', 'period', 'member_id',]\n",
        "filtered_df = filtered_df.drop(columns=ignore_columns)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 104,
      "metadata": {},
      "outputs": [],
      "source": [
        "filtered_df = filtered_df.rename(columns={\n",
        "    \"popular (all time)\": \"popular_all_time\",\n",
        "    \"popular scores (all time)\": \"popular_scores_all_time\",\n",
        "    \"popular (current)\": \"popular_current\",\n",
        "    \"popular scores (current)\": \"popular_scores_current\",})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 105,
      "metadata": {},
      "outputs": [
        {
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              "<table style=\"table-layout: fixed;\" class=\"gt_table\" data-quarto-disable-processing=\"false\" data-quarto-bootstrap=\"false\">\n",
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              "\n",
              "<thead class=\"gt_header\">\n",
              "  <tr>\n",
              "    <th colspan=\"11\" class=\"gt_heading gt_title gt_font_normal\">Predicted Books for Ernest Hemingway</th>\n",
              "  </tr>\n",
              "  <tr>\n",
              "    <th colspan=\"11\" class=\"gt_heading gt_subtitle gt_font_normal gt_bottom_border\">Predictions based on periods of known subscriptions with no extant borrowing records.</th>\n",
              "  </tr>\n",
              "</thead>\n",
              "<tr class=\"gt_col_headings\">\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"\"></th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Predicted Book by Implicit Matrix Factorization Model (IMF)\">Predicted Book by Implicit Matrix Factorization Model (IMF)</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Score (IMF)\">Score (IMF)</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"CV (IMF)\">CV (IMF)</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Predicted Book by Memory-Based Collaborative Filtering (CF)\">Predicted Book by Memory-Based Collaborative Filtering (CF)</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Score (CF)\">Score (CF)</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"CV (CF)\">CV (CF)</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Most Popular Books&lt;br&gt;in Subscription Period\">Most Popular Books<br>in Subscription Period</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Total Borrows\">Total Borrows</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Most Popular Books&lt;br&gt;(1919-1942)\">Most Popular Books<br>(1919-1942)</th>\n",
              "  <th class=\"gt_col_heading gt_columns_bottom_border gt_center\" rowspan=\"1\" colspan=\"1\" scope=\"col\" id=\"Total Borrows\">Total Borrows</th>\n",
              "</tr>\n",
              "<tbody class=\"gt_table_body\">\n",
              "<tr>\n",
              "<tr class=gt_group_heading_row>  <th class=\"gt_group_heading\" colspan=\"11\">Subscription Period from December 28 1921 to November 08 1922</th></tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Enjoyment of Poetry</em>,<br> Max Eastman</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.390</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">29.62%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Thomas Hardy: A Critical Study</em>,<br> Lascelles Abercrombie</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Dubliners</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">13</td>\n",
              "  <td class=\"gt_row gt_center\"><em>A Portrait of the Artist as a Young Man</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">50.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Moon of the Caribbees, and Six Other Plays of the Sea</em>,<br> Eugene O'Neill</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.308</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">31.65%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Since Cézanne</em>,<br> Clive Bell</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>A Portrait of the Artist as a Young Man</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">10</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Dubliners</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">45.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Mountain Blood: A Novel</em>,<br> Joseph Hergesheimer</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.183</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">35.05%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Clash</em>,<br> Storm Jameson</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Erewhon</em>,<br> Samuel Butler</td>\n",
              "  <td class=\"gt_row gt_center\">8</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Pointed Roofs (Pilgrimage 1)</em>,<br> Dorothy M. Richardson</td>\n",
              "  <td class=\"gt_row gt_center\">40.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Shadow Line: A Confession</em>,<br> Joseph Conrad</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.527</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">36.95%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Samuel Butler</em>,<br> Henry Festing Jones</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Exiles</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">8</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Garden Party and Other Stories</em>,<br> Katherine Mansfield</td>\n",
              "  <td class=\"gt_row gt_center\">33.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Beyond the Horizon</em>,<br> Eugene O'Neill</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.529</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">37.33%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Daniel Jazz and Other Poems</em>,<br> Vachel Lindsay</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Heartbreak House: A Fantasia in the Russian Manner on English Themes</em>,<br> George Bernard Shaw</td>\n",
              "  <td class=\"gt_row gt_center\">7</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Bliss and Other Stories</em>,<br> Katherine Mansfield</td>\n",
              "  <td class=\"gt_row gt_center\">31.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Joanna Godden</em>,<br> Sheila Kaye-Smith</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.353</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">39.11%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>George Gissing: A Critical Study</em>,<br> Frank Swinnerton</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Plays: Pleasant and Unpleasant</em>,<br> George Bernard Shaw</td>\n",
              "  <td class=\"gt_row gt_center\">7</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Exiles</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">30.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Henry James</em>,<br> Rebecca West</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.311</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">40.38%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Washington and the Hope of Peace</em>,<br> H. G. Wells</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Typhoon</em>,<br> Joseph Conrad</td>\n",
              "  <td class=\"gt_row gt_center\">6</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Women in Love</em>,<br> D. H. Lawrence</td>\n",
              "  <td class=\"gt_row gt_center\">29.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Rahab</em>,<br> Waldo Frank</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.299</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">42.24%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Life of Walter Pater</em>,<br> Thomas Wright</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Way of All Flesh</em>,<br> Samuel Butler</td>\n",
              "  <td class=\"gt_row gt_center\">6</td>\n",
              "  <td class=\"gt_row gt_center\"><em>South Wind</em>,<br> Norman Douglas</td>\n",
              "  <td class=\"gt_row gt_center\">27.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Story of an African Farm</em>,<br> Olive Schreiner</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.377</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">42.91%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Shakespeare</em>,<br> William Shakespeare</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">71.05%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Cashel Byron's Profession</em>,<br> George Bernard Shaw</td>\n",
              "  <td class=\"gt_row gt_center\">6</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Ulysses</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">26.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Adventures of Huckleberry Finn</em>,<br> Mark Twain</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.429</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">43.74%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Instigations of Ezra Pound: Together with an Essay on the Chinese Written Character</em>,<br>Ezra Pound and Ernest Fenollosa</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.239</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">81.56%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Under Western Eyes</em>,<br> Joseph Conrad</td>\n",
              "  <td class=\"gt_row gt_center\">6</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Honeycomb (Pilgrimage 3)</em>,<br> Dorothy M. Richardson</td>\n",
              "  <td class=\"gt_row gt_center\">25.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "<tr class=gt_group_heading_row>  <th class=\"gt_group_heading\" colspan=\"11\">Subscription Period from March 28 1924 to March 28 1925</th></tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Sentry and Other Stories</em>,<br> Nikola Semyonovich Leskov</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.387</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">15.20%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Works of Francis Thompson</em>,<br> Francis Thompson</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.570</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">81.35%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Dubliners</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">24</td>\n",
              "  <td class=\"gt_row gt_center\"><em>A Portrait of the Artist as a Young Man</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">50.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>English Diaries</em>,<br> Arthur Ponsonby</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.444</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">20.18%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Theory of Beauty</em>,<br> E. F. Carritt</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.428</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>A Portrait of the Artist as a Young Man</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">20</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Dubliners</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">45.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Collected Essays and Papers of George Saintsbury, 1875 – 1920</em>,<br> George Saintsbury</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.231</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">27.48%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Avowals</em>,<br> George Moore</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.354</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">54.67%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Garden Party and Other Stories</em>,<br> Katherine Mansfield</td>\n",
              "  <td class=\"gt_row gt_center\">14</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Pointed Roofs (Pilgrimage 1)</em>,<br> Dorothy M. Richardson</td>\n",
              "  <td class=\"gt_row gt_center\">40.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Enjoyment of Poetry</em>,<br> Max Eastman</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.390</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">29.62%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>One of Ours</em>,<br> Willa Cather</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.286</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">55.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Under Western Eyes</em>,<br> Joseph Conrad</td>\n",
              "  <td class=\"gt_row gt_center\">11</td>\n",
              "  <td class=\"gt_row gt_center\"><em>A Passage to India</em>,<br> E. M. Forster</td>\n",
              "  <td class=\"gt_row gt_center\">34.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The House of Souls</em>,<br> Arthur Machen</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.369</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">31.00%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Thomas Hardy: A Critical Study</em>,<br> Lascelles Abercrombie</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Main Street: The Story of Carol Kennicott</em>,<br> Sinclair Lewis</td>\n",
              "  <td class=\"gt_row gt_center\">11</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Garden Party and Other Stories</em>,<br> Katherine Mansfield</td>\n",
              "  <td class=\"gt_row gt_center\">33.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Hairy Ape</em>,<br> Eugene O'Neill</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.600</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">31.15%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Lady Susan</em>,<br> Jane Austen</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Lord Jim</em>,<br> Joseph Conrad</td>\n",
              "  <td class=\"gt_row gt_center\">11</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Bliss and Other Stories</em>,<br> Katherine Mansfield</td>\n",
              "  <td class=\"gt_row gt_center\">31.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Moon of the Caribbees, and Six Other Plays of the Sea</em>,<br> Eugene O'Neill</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.308</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">31.65%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Since Cézanne</em>,<br> Clive Bell</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Babbitt</em>,<br> Sinclair Lewis</td>\n",
              "  <td class=\"gt_row gt_center\">10</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Exiles</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">30.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>Lummox</em>,<br> Fannie Hurst</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.215</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">32.44%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Lord Byron's Correspondence</em>,<br> George Gordon Byron Byron</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Erewhon</em>,<br> Samuel Butler</td>\n",
              "  <td class=\"gt_row gt_center\">10</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Women in Love</em>,<br> D. H. Lawrence</td>\n",
              "  <td class=\"gt_row gt_center\">29.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>The Amazing Marriage</em>,<br> George Meredith</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.424</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">32.91%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>All Things Considered</em>,<br> G. K. Chesterton</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Night and Day</em>,<br> Virginia Woolf</td>\n",
              "  <td class=\"gt_row gt_center\">10</td>\n",
              "  <td class=\"gt_row gt_center\"><em>South Wind</em>,<br> Norman Douglas</td>\n",
              "  <td class=\"gt_row gt_center\">27.0</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th class=\"gt_row gt_left gt_stub\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</th>\n",
              "  <td class=\"gt_row gt_center\"><em>God's Orchid</em>,<br> Hjalmar Bergman</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.047</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">33.33%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Threshold of Quiet</em>,<br> Daniel Corkery</td>\n",
              "  <td style=\"background-color: #F0F0F0;\" class=\"gt_row gt_center\">0.285</td>\n",
              "  <td style=\"background-color: #F0F8FF;\" class=\"gt_row gt_center\">68.94%</td>\n",
              "  <td class=\"gt_row gt_center\"><em>The Way of All Flesh</em>,<br> Samuel Butler</td>\n",
              "  <td class=\"gt_row gt_center\">10</td>\n",
              "  <td class=\"gt_row gt_center\"><em>Ulysses</em>,<br> James Joyce</td>\n",
              "  <td class=\"gt_row gt_center\">26.0</td>\n",
              "</tr>\n",
              "</tbody>\n",
              "  <tfoot class=\"gt_sourcenotes\">\n",
              "  \n",
              "  <tr>\n",
              "    <td class=\"gt_sourcenote\" colspan=\"11\">Score based on median of predictions from model or method.</td>\n",
              "  </tr>\n",
              "\n",
              "\n",
              "  <tr>\n",
              "    <td class=\"gt_sourcenote\" colspan=\"11\">Ranked by coefficient of variation (CV) and then median scores (Score).</td>\n",
              "  </tr>\n",
              "\n",
              "</tfoot>\n",
              "\n",
              "</table>\n",
              "\n",
              "</div>\n",
              "        "
            ],
            "text/plain": [
              "GT(_tbl_data=                              lenskit_predicted_item  lenskit_median_score  \\\n",
              "0             *Enjoyment of Poetry*,<br> Max Eastman              0.390322   \n",
              "1  *The Moon of the Caribbees, and Six Other Play...              0.308374   \n",
              "2  *Mountain Blood: A Novel*,<br> Joseph Hergeshe...              0.182915   \n",
              "3  *The Shadow Line: A Confession*,<br> Joseph Co...              0.527434   \n",
              "4           *Beyond the Horizon*,<br> Eugene O'Neill              0.529142   \n",
              "5             *Joanna Godden*,<br> Sheila Kaye-Smith              0.353218   \n",
              "6                    *Henry James*,<br> Rebecca West              0.311480   \n",
              "7                           *Rahab*,<br> Waldo Frank              0.298885   \n",
              "8  *The Story of an African Farm*,<br> Olive Schr...              0.376603   \n",
              "9  *The Adventures of Huckleberry Finn*,<br> Mark...              0.428899   \n",
              "0  *The Sentry and Other Stories*,<br> Nikola Sem...              0.387138   \n",
              "1             *English Diaries*,<br> Arthur Ponsonby              0.443691   \n",
              "2  *The Collected Essays and Papers of George Sai...              0.231165   \n",
              "3             *Enjoyment of Poetry*,<br> Max Eastman              0.390322   \n",
              "4            *The House of Souls*,<br> Arthur Machen              0.368593   \n",
              "5                *The Hairy Ape*,<br> Eugene O'Neill              0.599975   \n",
              "6  *The Moon of the Caribbees, and Six Other Play...              0.308374   \n",
              "7                         *Lummox*,<br> Fannie Hurst              0.215282   \n",
              "8        *The Amazing Marriage*,<br> George Meredith              0.423971   \n",
              "9                *God's Orchid*,<br> Hjalmar Bergman              0.047389   \n",
              "\n",
              "   lenskit_coef_variation                           memory_cf_predicted_item  \\\n",
              "0                0.296177  *Thomas Hardy: A Critical Study*,<br> Lascelle...   \n",
              "1                0.316464                    *Since Cézanne*,<br> Clive Bell   \n",
              "2                0.350455                     *The Clash*,<br> Storm Jameson   \n",
              "3                0.369546           *Samuel Butler*,<br> Henry Festing Jones   \n",
              "4                0.373329  *The Daniel Jazz and Other Poems*,<br> Vachel ...   \n",
              "5                0.391094  *George Gissing: A Critical Study*,<br> Frank ...   \n",
              "6                0.403754  *Washington and the Hope of Peace*,<br> H. G. ...   \n",
              "7                0.422392      *The Life of Walter Pater*,<br> Thomas Wright   \n",
              "8                0.429111             *Shakespeare*,<br> William Shakespeare   \n",
              "9                0.437368  *Instigations of Ezra Pound: Together with an ...   \n",
              "0                0.151999  *Works of Francis Thompson*,<br> Francis Thompson   \n",
              "1                0.201775          *The Theory of Beauty*,<br> E. F. Carritt   \n",
              "2                0.274802                        *Avowals*,<br> George Moore   \n",
              "3                0.296177                    *One of Ours*,<br> Willa Cather   \n",
              "4                0.309951  *Thomas Hardy: A Critical Study*,<br> Lascelle...   \n",
              "5                0.311481                      *Lady Susan*,<br> Jane Austen   \n",
              "6                0.316464                    *Since Cézanne*,<br> Clive Bell   \n",
              "7                0.324407  *Lord Byron's Correspondence*,<br> George Gord...   \n",
              "8                0.329141      *All Things Considered*,<br> G. K. Chesterton   \n",
              "9                0.333261       *The Threshold of Quiet*,<br> Daniel Corkery   \n",
              "\n",
              "   memory_cf_median_score  memory_cf_coef_variation  \\\n",
              "0                0.285434                  0.689353   \n",
              "1                0.285434                  0.689353   \n",
              "2                0.285434                  0.689353   \n",
              "3                0.285434                  0.689353   \n",
              "4                0.285434                  0.689353   \n",
              "5                0.285434                  0.689353   \n",
              "6                0.285434                  0.689353   \n",
              "7                0.285434                  0.689353   \n",
              "8                0.285305                  0.710462   \n",
              "9                0.238664                  0.815632   \n",
              "0                0.569721                  0.813545   \n",
              "1                0.428151                  0.689353   \n",
              "2                0.354217                  0.546655   \n",
              "3                0.285647                  0.559369   \n",
              "4                0.285434                  0.689353   \n",
              "5                0.285434                  0.689353   \n",
              "6                0.285434                  0.689353   \n",
              "7                0.285434                  0.689353   \n",
              "8                0.285434                  0.689353   \n",
              "9                0.285434                  0.689353   \n",
              "\n",
              "                                     popular_current  popular_scores_current  \\\n",
              "0                       *Dubliners*,<br> James Joyce                      13   \n",
              "1  *A Portrait of the Artist as a Young Man*,<br>...                      10   \n",
              "2                       *Erewhon*,<br> Samuel Butler                       8   \n",
              "3                          *Exiles*,<br> James Joyce                       8   \n",
              "4  *Heartbreak House: A Fantasia in the Russian M...                       7   \n",
              "5  *Plays: Pleasant and Unpleasant*,<br> George B...                       7   \n",
              "6                       *Typhoon*,<br> Joseph Conrad                       6   \n",
              "7          *The Way of All Flesh*,<br> Samuel Butler                       6   \n",
              "8  *Cashel Byron's Profession*,<br> George Bernar...                       6   \n",
              "9            *Under Western Eyes*,<br> Joseph Conrad                       6   \n",
              "0                       *Dubliners*,<br> James Joyce                      24   \n",
              "1  *A Portrait of the Artist as a Young Man*,<br>...                      20   \n",
              "2  *The Garden Party and Other Stories*,<br> Kath...                      14   \n",
              "3            *Under Western Eyes*,<br> Joseph Conrad                      11   \n",
              "4  *Main Street: The Story of Carol Kennicott*,<b...                      11   \n",
              "5                      *Lord Jim*,<br> Joseph Conrad                      11   \n",
              "6                      *Babbitt*,<br> Sinclair Lewis                      10   \n",
              "7                       *Erewhon*,<br> Samuel Butler                      10   \n",
              "8                *Night and Day*,<br> Virginia Woolf                      10   \n",
              "9          *The Way of All Flesh*,<br> Samuel Butler                      10   \n",
              "\n",
              "                                    popular_all_time  popular_scores_all_time  \\\n",
              "0  *A Portrait of the Artist as a Young Man*,<br>...                     50.0   \n",
              "1                       *Dubliners*,<br> James Joyce                     45.0   \n",
              "2  *Pointed Roofs (Pilgrimage 1)*,<br> Dorothy M....                     40.0   \n",
              "3  *The Garden Party and Other Stories*,<br> Kath...                     33.0   \n",
              "4  *Bliss and Other Stories*,<br> Katherine Mansf...                     31.0   \n",
              "5                          *Exiles*,<br> James Joyce                     30.0   \n",
              "6                *Women in Love*,<br> D. H. Lawrence                     29.0   \n",
              "7                   *South Wind*,<br> Norman Douglas                     27.0   \n",
              "8                         *Ulysses*,<br> James Joyce                     26.0   \n",
              "9  *Honeycomb (Pilgrimage 3)*,<br> Dorothy M. Ric...                     25.0   \n",
              "0  *A Portrait of the Artist as a Young Man*,<br>...                     50.0   \n",
              "1                       *Dubliners*,<br> James Joyce                     45.0   \n",
              "2  *Pointed Roofs (Pilgrimage 1)*,<br> Dorothy M....                     40.0   \n",
              "3            *A Passage to India*,<br> E. M. Forster                     34.0   \n",
              "4  *The Garden Party and Other Stories*,<br> Kath...                     33.0   \n",
              "5  *Bliss and Other Stories*,<br> Katherine Mansf...                     31.0   \n",
              "6                          *Exiles*,<br> James Joyce                     30.0   \n",
              "7                *Women in Love*,<br> D. H. Lawrence                     29.0   \n",
              "8                   *South Wind*,<br> Norman Douglas                     27.0   \n",
              "9                         *Ulysses*,<br> James Joyce                     26.0   \n",
              "\n",
              "                                       blank_rowname  \\\n",
              "0  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
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              "4  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "5  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "6  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "7  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "8  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "9  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "0  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "1  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "2  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "3  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "4  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "5  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "6  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "7  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "8  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "9  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbs...   \n",
              "\n",
              "                              subscription_formatted  \n",
              "0  Subscription Period from December 28 1921 to N...  \n",
              "1  Subscription Period from December 28 1921 to N...  \n",
              "2  Subscription Period from December 28 1921 to N...  \n",
              "3  Subscription Period from December 28 1921 to N...  \n",
              "4  Subscription Period from December 28 1921 to N...  \n",
              "5  Subscription Period from December 28 1921 to N...  \n",
              "6  Subscription Period from December 28 1921 to N...  \n",
              "7  Subscription Period from December 28 1921 to N...  \n",
              "8  Subscription Period from December 28 1921 to N...  \n",
              "9  Subscription Period from December 28 1921 to N...  \n",
              "0  Subscription Period from March 28 1924 to Marc...  \n",
              "1  Subscription Period from March 28 1924 to Marc...  \n",
              "2  Subscription Period from March 28 1924 to Marc...  \n",
              "3  Subscription Period from March 28 1924 to Marc...  \n",
              "4  Subscription Period from March 28 1924 to Marc...  \n",
              "5  Subscription Period from March 28 1924 to Marc...  \n",
              "6  Subscription Period from March 28 1924 to Marc...  \n",
              "7  Subscription Period from March 28 1924 to Marc...  \n",
              "8  Subscription Period from March 28 1924 to Marc...  \n",
              "9  Subscription Period from March 28 1924 to Marc...  , _body=<great_tables._gt_data.Body object at 0x1500ca310>, _boxhead=Boxhead([ColInfo(var='lenskit_predicted_item', type=<ColInfoTypeEnum.default: 1>, column_label='Predicted Book by Implicit Matrix Factorization Model (IMF)', column_align='center', column_width='300px'), ColInfo(var='lenskit_median_score', type=<ColInfoTypeEnum.default: 1>, column_label='Score (IMF)', column_align='center', column_width='50px'), ColInfo(var='lenskit_coef_variation', type=<ColInfoTypeEnum.default: 1>, column_label='CV (IMF)', column_align='center', column_width='50px'), ColInfo(var='memory_cf_predicted_item', type=<ColInfoTypeEnum.default: 1>, column_label='Predicted Book by Memory-Based Collaborative Filtering (CF)', column_align='center', column_width='300px'), ColInfo(var='memory_cf_median_score', type=<ColInfoTypeEnum.default: 1>, column_label='Score (CF)', column_align='center', column_width='50px'), 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source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)"
            ]
          },
          "execution_count": 105,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "final_table = (\n",
        "    GT(filtered_df, rowname_col=\"blank_rowname\", groupname_col=\"subscription_formatted\").cols_width(\n",
        "        cases={\n",
        "\t\t\t\"lenskit_predicted_item\": \"300px\",\n",
        "\t\t\t\"memory_cf_predicted_item\": \"300px\",\n",
        "\t\t\t\"popular_current\": \"200px\",\n",
        "\t\t\t\"popular_all_time\": \"200px\",\n",
        "            \"lenskit_coef_variation\":\"50px\",\n",
        "            \"lenskit_median_score\":\"50px\",\n",
        "            \"memory_cf_coef_variation\":\"50px\",\n",
        "            \"memory_cf_median_score\":\"50px\",\n",
        "            \"popular_scores_all_time\":\"30px\",\n",
        "            \"popular_scores_current\":\"30px\",\n",
        "\t\t}\n",
        "\t).fmt_percent(\n",
        "        columns=[\n",
        "\t\t\t\"lenskit_coef_variation\",\n",
        "\t\t\t\"memory_cf_coef_variation\",\n",
        "\t\t]\n",
        "\t).fmt_markdown(\n",
        "        columns=[\n",
        "\t\t\t\"lenskit_predicted_item\",\n",
        "\t\t\t\"memory_cf_predicted_item\",\n",
        "            \"popular_all_time\",\n",
        "            \"popular_current\",\n",
        "            \"subscription_formatted\",\n",
        "\t\t]\n",
        "\t).fmt_number(\n",
        "        columns=[\n",
        "\t\t\t\"lenskit_median_score\",\n",
        "\t\t\t\"memory_cf_median_score\",\n",
        "\t\t],\n",
        "        decimals = 3\n",
        "\t).cols_label(\n",
        "        lenskit_predicted_item=\"Predicted Book by Implicit Matrix Factorization Model (IMF)\",\n",
        "        lenskit_coef_variation=\"CV (IMF)\",\n",
        "        lenskit_median_score=\"Score (IMF)\",\n",
        "        memory_cf_predicted_item=\"Predicted Book by Memory-Based Collaborative Filtering (CF)\",\n",
        "        memory_cf_coef_variation=\"CV (CF)\",\n",
        "        memory_cf_median_score=\"Score (CF)\",\n",
        "        popular_all_time=md(\"Most Popular Books<br>(1919-1942)\"),\n",
        "        popular_scores_all_time=\"Total Borrows\",\n",
        "        popular_current=md(\"Most Popular Books<br>in Subscription Period\"),\n",
        "        popular_scores_current=\"Total Borrows\",\n",
        "\t).tab_style(\n",
        "        # select only the groupname column. Should be using the LOCRowGroups but not available yet\n",
        "        locations=loc.body(columns=\"subscription_formatted\"),\n",
        "        # make it bold\n",
        "        style=[\n",
        "            style.text(weight=\"bold\")\n",
        "\t\t]\n",
        "\t).tab_style(\n",
        "        #select columns\n",
        "        locations=[\n",
        "            loc.body(\n",
        "            columns=[\n",
        "                \"lenskit_coef_variation\",\n",
        "                \"memory_cf_coef_variation\",\n",
        "        \t]),\n",
        "            ## Currently column labels is not supported but seems like the code will be aded soon\n",
        "\t\t\t# loc.column_labels(\n",
        "\t\t\t# columns=[\n",
        "\t\t\t# \t\"lenskit_coef_variation\",\n",
        "\t\t\t# \t\"memory_cf_coef_variation\",\n",
        "\t\t\t# ]\n",
        "\t\t\t# )\n",
        "        ],\n",
        "        style=[\n",
        "            style.fill(color = \"#F0F8FF\")\n",
        "\t\t]\n",
        "\t).tab_style(\n",
        "        locations=[\n",
        "            loc.body(\n",
        "\t\t\tcolumns=[\n",
        "\t\t\t\t\"lenskit_median_score\",\n",
        "\t\t\t\t\"memory_cf_median_score\",\n",
        "\t\t\t]),\n",
        "            # loc.column_labels(\n",
        "\t\t\t# columns=[\n",
        "\t\t\t# \t\"lenskit_median_score\",\n",
        "\t\t\t# \t\"memory_cf_median_score\",\n",
        "\t\t\t# ]\n",
        "\t\t],\n",
        "        style=[\n",
        "\t\t\tstyle.fill(color = \"#F0F0F0\")\n",
        "\t\t]\n",
        "\t).cols_align(align=\"center\").tab_header(\n",
        "    \ttitle = 'Predicted Books for Ernest Hemingway',\n",
        "      \tsubtitle = \"Predictions based on periods of known subscriptions with no extant borrowing records.\"\n",
        "\t).tab_source_note(\n",
        "\t\tsource_note = \"Score based on median of predictions from model or method.\",\n",
        "        # locations=loc.column_labels(columns=[\"lenskit_median_score\", \"memory_cf_median_score\"])\n",
        "        \n",
        "\t).tab_source_note(\n",
        "        source_note = \"Ranked by coefficient of variation (CV) and then median scores (Score).\"\n",
        "\t)\n",
        ")\n",
        "\n",
        "final_table"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 113,
      "metadata": {},
      "outputs": [],
      "source": [
        "# final_table.save(\"../figures/fig13-hemingway-predictions.png\", scale=2.0, window_size=[2000, 1000])"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "Interpret_Output_Results.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.18"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
